{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1618f184",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 这里可以定义用户的key 以及output_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c92233ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import json\n",
    "import pandas as pd\n",
    "import time\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "from pyecharts.charts import Bar\n",
    "import numpy as np\n",
    "from pyecharts.charts import Scatter\n",
    "area = '广州'\n",
    "job = '前端开发'\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "地区编码字典 = {\"广州\": \"050020\", \"深圳\": \"050090\"}\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": 地区编码字典[area],\n",
    "            \"dq\": 地区编码字典[area],\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": job,\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\",\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"condition\",\n",
    "            \"skId\": \"6h7hsgd5mh8ik9abo2fwa90bwots99fa\",\n",
    "            \"fkId\": \"6h7hsgd5mh8ik9abo2fwa90bwots99fa\",\n",
    "            \"ckId\": \"lpool5uz0vch83c04nk5d5bs4t5o90x8\",\n",
    "            \"suggest\": None,\n",
    "        },\n",
    "    }\n",
    "}\n",
    "headers = {\n",
    "    \"Accept\": \"application/json, text/plain, */*\",\n",
    "    \"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "    \"Accept-Language\": \"zh-CN,zh;q=0.9,en;q=0.8,en-GB;q=0.7,en-US;q=0.6\",\n",
    "    \"Cache-Control\": \"no-cache\",\n",
    "    \"Connection\": \"keep-alive\",\n",
    "    \"Content-Length\": \"488\",\n",
    "    \"Content-Type\": \"application/json;charset=UTF-8;\",\n",
    "    \"Cookie\": \"inited_user=ca2cd52224a6e0b50fba8d5f435ce6ad; __uuid=1682499562694.76; __gc_id=99bb00cff58c4dc99e3ede30d707b239; _ga=GA1.1.2125610548.1682499578; need_bind_tel=false; new_user=false; c_flag=f955f8a6248606fc81c6e5c458164d91; imId=de0f5d1ae0b3ffb75a00348d1cd66d6b; imId_0=de0f5d1ae0b3ffb75a00348d1cd66d6b; imClientId=de0f5d1ae0b3ffb7d5a5cf7e26aec6bc; imClientId_0=de0f5d1ae0b3ffb7d5a5cf7e26aec6bc; XSRF-TOKEN=pk_u883_SU-a_p0ztiK1sg; __tlog=1687091721647.99%7C00000000%7C00000000%7Cs_o_007%7Cs_o_007; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1686039919,1686041969,1686199397,1687091722; acw_tc=276077b816870917216422338efb96aa2e3d0e36b2d3582094dc4bc1a2bd09; UniqueKey=3f75b05cd12921a941344312b1f2ca2b; liepin_login_valid=0; lt_auth=u%2BYCP3FRnFv8tyXfijRf4%2FtJiNOvUzqfpXgJ1x9UitS5CaDk4P%2FmRg2FrrIG%2BioIq0x8IvQzMLb2Muj3yHRP7kAV%2BFGnlZ6utf6k0HsCUeVlJMW2vezHg%2FXUQp0lnEAA8nJbpEIL%2BVzO; access_system=C; user_roles=0; user_photo=5f8fa3a78dbe6273dcf85e2608u.png; user_name=%E5%88%98%E7%90%AA%E6%B6%9B; inited_user=ca2cd52224a6e0b50fba8d5f435ce6ad; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1687091767; __session_seq=4; __uv_seq=4; fe_im_socketSequence_new_0=2_1_2; fe_im_connectJson_0=%7B%220_3f75b05cd12921a941344312b1f2ca2b%22%3A%7B%22socketConnect%22%3A%223%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; fe_im_opened_pages=; _ga_54YTJKWN86=GS1.1.1687091721.4.1.1687091780.0.0.0\",\n",
    "    \"Host\": \"apic.liepin.com\",\n",
    "    \"Origin\": \"https://www.liepin.com\",\n",
    "    \"Pragma\": \"no-cache\",\n",
    "    \"Referer\": \"https://www.liepin.com/\",\n",
    "    \"sec-ch-ua\": '\"Not.A/Brand\";v=\"8\", \"Chromium\";v=\"114\", \"Microsoft Edge\";v=\"114\"',\n",
    "    \"sec-ch-ua-mobile\": \"?0\",\n",
    "    \"sec-ch-ua-platform\": '\"Windows\"',\n",
    "    \"Sec-Fetch-Dest\": \"empty\",\n",
    "    \"Sec-Fetch-Mode\": \"cors\",\n",
    "    \"Sec-Fetch-Site\": \"same-site\",\n",
    "    \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/114.0.0.0 Safari/537.36 Edg/114.0.1823.51\",\n",
    "    \"X-Client-Type\": \"web\",\n",
    "    \"X-Fscp-Bi-Stat\": '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=&currentPage=0&pageSize=40&key=%E5%89%8D%E7%AB%AF%E5%BC%80%E5%8F%91&suggestTag=&workYearCode=1&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&sfrom=search_job_pc&ckId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&scene=condition&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&suggestId=\"}',\n",
    "    \"X-Fscp-Fe-Version\": \"\",\n",
    "    \"X-Fscp-Std-Info\": '{\"client_id\": \"40108\"}',\n",
    "    \"X-Fscp-Trace-Id\": \"59e152d8-d55c-4d21-b484-0628cad4097f\",\n",
    "    \"X-Fscp-Version\": \"1.1\",\n",
    "    \"X-Requested-With\": \"XMLHttpRequest\",\n",
    "    \"X-XSRF-TOKEN\": \"pk_u883_SU-a_p0ztiK1sg\",\n",
    "}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c9f6ccea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['功能开发',\n",
       "       '模块开发',\n",
       "       '前端开发',\n",
       "       'PHP',\n",
       "       'MySQL',\n",
       "       'HTML',\n",
       "       'Shell'],\n",
       "      'refreshTime': '20230616182507',\n",
       "      'jobId': '59401419',\n",
       "      'jobKind': '2',\n",
       "      'title': 'PHP开发工程师',\n",
       "      'salary': '7-13k',\n",
       "      'topJob': True,\n",
       "      'dq': '广州-天河区',\n",
       "      'link': 'https://www.liepin.com/job/1959401419.shtml',\n",
       "      'advViewFlag': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'},\n",
       "     'recruiter': {'imId': '8bcdf1b7c1f9df73c1bd2b3e9fec8144',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '马先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '99e2b84fe4c528b4a284fbd1e98e48f0',\n",
       "      'recruiterPhoto': '56090efd45ce3ca42ae4057506a.png'},\n",
       "     'comp': {'compId': 8602016,\n",
       "      'compLogo': '5ef2eb21639c8353865c919d05u.png',\n",
       "      'compName': 'Gamesir',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/8602016/',\n",
       "      'compIndustry': '互联网'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2259401419%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"8bcdf1b7c1f9df73c1bd2b3e9fec8144\",\"imUserType\":\"2\",\"jobId\":\"59401419\",\"userId\":\"99e2b84fe4c528b4a284fbd1e98e48f0\",\"jobKind\":\"2\",\"recruiterName\":\"马先生\",\"recruiterPhoto\":\"56090efd45ce3ca42ae4057506a.png\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'refreshTime': '20230615145126',\n",
       "      'jobId': '56331991',\n",
       "      'jobKind': '2',\n",
       "      'title': '交付项目经理',\n",
       "      'salary': '15-20k',\n",
       "      'topJob': True,\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/job/1956331991.shtml',\n",
       "      'advViewFlag': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1'},\n",
       "     'recruiter': {'imId': '98edf36b7f36d00f4a7a04e7d95591ea',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '钟女士',\n",
       "      'recruiterTitle': 'HRBP',\n",
       "      'recruiterId': '8665c85bb8b8067e91ab131ef8374d4e',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compId': 889256,\n",
       "      'compLogo': '5d9d75b136bdfe73649d8ada04u.png',\n",
       "      'compName': '北京三维天地科技股份有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/889256/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2256331991%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"98edf36b7f36d00f4a7a04e7d95591ea\",\"imUserType\":\"2\",\"jobId\":\"56331991\",\"userId\":\"8665c85bb8b8067e91ab131ef8374d4e\",\"jobKind\":\"2\",\"recruiterName\":\"钟女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['前端开发',\n",
       "       '架构设计',\n",
       "       '界面开发',\n",
       "       '移动开发',\n",
       "       '框架设计',\n",
       "       '框架开发',\n",
       "       'React',\n",
       "       'Angular',\n",
       "       '架构开发'],\n",
       "      'refreshTime': '20220512144545',\n",
       "      'jobId': '33593229',\n",
       "      'jobKind': '2',\n",
       "      'title': '高级前端开发工程师',\n",
       "      'salary': '15-25k',\n",
       "      'topJob': False,\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/job/1933593229.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2'},\n",
       "     'recruiter': {'imId': '0814f81f7cba681004612e645251413c',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '杜女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': '972cf741a865c79fb85a89bf751e4aa3',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'comp': {'compId': 9393699,\n",
       "      'compStage': 'C轮',\n",
       "      'compLogo': '5cf46371501544662c8b451c07u.png',\n",
       "      'compName': '树根互联',\n",
       "      'compScale': '1000-2000人',\n",
       "      'link': 'https://www.liepin.com/company/9393699/',\n",
       "      'compIndustry': '人工智能'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2233593229%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"0814f81f7cba681004612e645251413c\",\"imUserType\":\"2\",\"jobId\":\"33593229\",\"userId\":\"972cf741a865c79fb85a89bf751e4aa3\",\"jobKind\":\"2\",\"recruiterName\":\"杜女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['前端开发',\n",
       "       '框架设计',\n",
       "       '框架开发',\n",
       "       '移动开发',\n",
       "       '架构设计',\n",
       "       '架构开发',\n",
       "       'WXML'],\n",
       "      'refreshTime': '20230612092037',\n",
       "      'jobId': '58645097',\n",
       "      'jobKind': '2',\n",
       "      'title': '前端开发工程师',\n",
       "      'salary': '10-15k',\n",
       "      'topJob': False,\n",
       "      'dq': '广州-番禺区',\n",
       "      'link': 'https://www.liepin.com/job/1958645097.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=3'},\n",
       "     'recruiter': {'imId': 'e1b227ff687330b4ff9aa041fd487686',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '崔女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'recruiterId': '8df54fce30a096ec5727c55c3c8e23d4',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compId': 8304383,\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5d81de2928021708fa49d95907u.png',\n",
       "      'compName': '好太太集团',\n",
       "      'compScale': '1000-2000人',\n",
       "      'link': 'https://www.liepin.com/company/8304383/',\n",
       "      'compIndustry': '家具/家居'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2258645097%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"e1b227ff687330b4ff9aa041fd487686\",\"imUserType\":\"2\",\"jobId\":\"58645097\",\"userId\":\"8df54fce30a096ec5727c55c3c8e23d4\",\"jobKind\":\"2\",\"recruiterName\":\"崔女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['javascript',\n",
       "       'vue',\n",
       "       '前端开发',\n",
       "       'webpack',\n",
       "       'gulp',\n",
       "       'koa',\n",
       "       'express'],\n",
       "      'refreshTime': '20210817110849',\n",
       "      'jobId': '42136169',\n",
       "      'jobKind': '2',\n",
       "      'title': '主任前端开发工程师(J16193)',\n",
       "      'salary': '20-30k·14薪',\n",
       "      'topJob': False,\n",
       "      'dq': '广州-白云区',\n",
       "      'link': 'https://www.liepin.com/job/1942136169.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=4'},\n",
       "     'recruiter': {'imId': '741ab8ec84cd414756b7c760893b3b57',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '邹女士',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': '36eae3f10306d01a64f0191c4eb571eb',\n",
       "      'recruiterPhoto': '60cc49e28fa584148570a3de07u.jpg'},\n",
       "     'comp': {'compId': 7965750,\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60408da43bfe753525d32d9902u.png',\n",
       "      'compName': '欧派家居集团',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/7965750/',\n",
       "      'compIndustry': '家具/家居'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2242136169%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"741ab8ec84cd414756b7c760893b3b57\",\"imUserType\":\"2\",\"jobId\":\"42136169\",\"userId\":\"36eae3f10306d01a64f0191c4eb571eb\",\"jobKind\":\"2\",\"recruiterName\":\"邹女士\",\"recruiterPhoto\":\"60cc49e28fa584148570a3de07u.jpg\"}'},\n",
       "    {'job': {'labels': ['Web开发',\n",
       "       'Vue',\n",
       "       '前端开发',\n",
       "       'React',\n",
       "       '架构设计',\n",
       "       'Webpack',\n",
       "       'Ant Design',\n",
       "       'ElementUI',\n",
       "       'React Native',\n",
       "       'uni-app'],\n",
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       "      'topJob': False,\n",
       "      'dq': '广州-番禺区',\n",
       "      'link': 'https://www.liepin.com/job/1957958181.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=5'},\n",
       "     'recruiter': {'imId': '8bd39ba6530ae128e7b657921b02bb93',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '邓先生',\n",
       "      'recruiterTitle': '移动前端开发工程师',\n",
       "      'recruiterId': '1c6bcc0679d68d5a9cb21e2ef64e3827',\n",
       "      'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'},\n",
       "     'comp': {'compId': 13514957,\n",
       "      'compLogo': '61b22df2afe5be721cc07e8902u.jpg',\n",
       "      'compName': '广州博悦数字科技有限公司',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/13514957/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2257958181%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "    {'job': {'labels': ['前端开发', 'Layui', 'Bootstrap', 'MVVM', '模块开发', '架构设计'],\n",
       "      'refreshTime': '20210220111028',\n",
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       "      'topJob': False,\n",
       "      'dq': '广州-天河区',\n",
       "      'link': 'https://www.liepin.com/job/1921850317.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=6'},\n",
       "     'recruiter': {'imId': 'ca2742f9bedae39a9b730e23f2bd8f83',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '许女士',\n",
       "      'recruiterTitle': '人力资源',\n",
       "      'recruiterId': 'ed6dedd94426760d1b1188ff73cfd3ae',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compId': 10130981,\n",
       "      'compLogo': '5d3e8d67cd394174d08c346805u.png',\n",
       "      'compName': '广州纳海川科技有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/10130981/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2221850317%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "    {'job': {'labels': ['Vue',\n",
       "       'MVVM',\n",
       "       'HTML',\n",
       "       'CSS',\n",
       "       '界面开发',\n",
       "       'HTML5',\n",
       "       'Javascript',\n",
       "       'MiniUI'],\n",
       "      'refreshTime': '20230604233156',\n",
       "      'jobId': '59066475',\n",
       "      'jobKind': '2',\n",
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       "      'topJob': False,\n",
       "      'dq': '广州-黄埔区',\n",
       "      'link': 'https://www.liepin.com/job/1959066475.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=7&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=7'},\n",
       "     'recruiter': {'imId': 'ef17b03d0b967fcc1806a0cca0964ad2',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '祝先生',\n",
       "      'recruiterTitle': '人力总监',\n",
       "      'recruiterId': '6009d517a367989c253a8cc1ebb1e1c9',\n",
       "      'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'},\n",
       "     'comp': {'compId': 13230017,\n",
       "      'compStage': '天使轮',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '易盟数据',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/13230017/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2259066475%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"ef17b03d0b967fcc1806a0cca0964ad2\",\"imUserType\":\"2\",\"jobId\":\"59066475\",\"userId\":\"6009d517a367989c253a8cc1ebb1e1c9\",\"jobKind\":\"2\",\"recruiterName\":\"祝先生\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}'},\n",
       "    {'job': {'labels': ['javascript',\n",
       "       'css',\n",
       "       '前端开发',\n",
       "       'vue',\n",
       "       'jquery',\n",
       "       'html',\n",
       "       'java',\n",
       "       'requirejs'],\n",
       "      'refreshTime': '20200812181042',\n",
       "      'jobId': '29860761',\n",
       "      'jobKind': '2',\n",
       "      'title': 'web前端开发工程师',\n",
       "      'salary': '8-13k·13薪',\n",
       "      'topJob': False,\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/job/1929860761.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=8'},\n",
       "     'recruiter': {'imId': '7b8c198b61cd1edcc94f4d0c9b7b96ae',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '吕女士',\n",
       "      'recruiterTitle': '商務主管',\n",
       "      'recruiterId': '26424f79f323e4dbb457ed6af47a53a6',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compId': 12308447,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '广东医通软件有限公司',\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/12308447/',\n",
       "      'compIndustry': '批发/零售'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2229860761%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"7b8c198b61cd1edcc94f4d0c9b7b96ae\",\"imUserType\":\"2\",\"jobId\":\"29860761\",\"userId\":\"26424f79f323e4dbb457ed6af47a53a6\",\"jobKind\":\"2\",\"recruiterName\":\"吕女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['前端开发', 'MES系统'],\n",
       "      'refreshTime': '20230623163628',\n",
       "      'jobId': '58931931',\n",
       "      'jobKind': '2',\n",
       "      'title': '高级前端开发工程师',\n",
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       "      'topJob': False,\n",
       "      'dq': '广州-黄埔区',\n",
       "      'link': 'https://www.liepin.com/job/1958931931.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=9&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=9'},\n",
       "     'recruiter': {'imId': '50e709c75b9a6b4f93e1abff31d45a23',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '6654248e7903a480de010619c8b125a7',\n",
       "      'recruiterPhoto': '644a80795f566656a7fac5bf03u.jpeg'},\n",
       "     'comp': {'compId': 13225021,\n",
       "      'compLogo': '6449e2138a48354f818d376a04u.png',\n",
       "      'compName': '珂诚信息',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/13225021/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2258931931%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"50e709c75b9a6b4f93e1abff31d45a23\",\"imUserType\":\"2\",\"jobId\":\"58931931\",\"userId\":\"6654248e7903a480de010619c8b125a7\",\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"recruiterPhoto\":\"644a80795f566656a7fac5bf03u.jpeg\"}'},\n",
       "    {'job': {'labels': ['前端开发',\n",
       "       '功能开发',\n",
       "       'Web开发',\n",
       "       '模块开发',\n",
       "       '框架开发',\n",
       "       '框架设计',\n",
       "       '架构设计',\n",
       "       'Vue',\n",
       "       'React',\n",
       "       '后端开发'],\n",
       "      'refreshTime': '20230317094120',\n",
       "      'jobId': '57052167',\n",
       "      'jobKind': '2',\n",
       "      'title': '高级软件开发工程师（前端开发）(K1460)',\n",
       "      'salary': '18-45k',\n",
       "      'topJob': False,\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/job/1957052167.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=10&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=10'},\n",
       "     'recruiter': {'imId': '5962b232b9894690ff86eb5f1c63f723',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '宋女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': 'b27cab8c37ffe910e7fc88e23bdc4310',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'comp': {'compId': 8879538,\n",
       "      'compLogo': '5bfe8f2574719d35745a61cf03a.png',\n",
       "      'compName': '中邮消费金融',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/8879538/',\n",
       "      'compIndustry': '科技金融'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2257052167%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"5962b232b9894690ff86eb5f1c63f723\",\"imUserType\":\"2\",\"jobId\":\"57052167\",\"userId\":\"b27cab8c37ffe910e7fc88e23bdc4310\",\"jobKind\":\"2\",\"recruiterName\":\"宋女士\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['javascript',\n",
       "       '前端开发',\n",
       "       'css3',\n",
       "       'react',\n",
       "       'vue',\n",
       "       'ajax',\n",
       "       'webpack',\n",
       "       'angular',\n",
       "       'bootstrap',\n",
       "       'angularjs'],\n",
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       "      'requireEduLevel': '大专',\n",
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       "    {'job': {'labels': ['前端开发',\n",
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       "    {'job': {'labels': ['前端开发',\n",
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       "    {'job': {'labels': ['前端开发',\n",
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       "       'Vue',\n",
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       "    {'job': {'labels': ['javascript',\n",
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       "    {'job': {'labels': ['前端', '前端开发', 'web开发', 'HTML5', '小程序'],\n",
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       "      'compName': '广州医药大药房有限公司',\n",
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       "    {'job': {'labels': ['前端开发',\n",
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       "    {'job': {'labels': ['前端开发'],\n",
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       "    {'job': {'labels': ['javascript', '前端开发', 'react', 'vue'],\n",
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       "    {'job': {'labels': ['前端开发', 'Vue'],\n",
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       "    {'job': {'labels': ['前端开发',\n",
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       "    {'job': {'labels': ['前端开发'],\n",
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       "    {'job': {'labels': ['前端开发',\n",
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       "    {'job': {'labels': ['前端开发', 'css3', 'react', 'vue', 'webpack', 'git'],\n",
       "      'refreshTime': '20200810100224',\n",
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       "      'topJob': False,\n",
       "      'dq': '广州-黄埔区',\n",
       "      'link': 'https://www.liepin.com/job/1930672827.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=31&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=31'},\n",
       "     'recruiter': {'imId': '46da57b8a8e796e7937a45d7910778f0',\n",
       "      'imUserType': '2',\n",
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       "      'recruiterName': '万先生',\n",
       "      'recruiterTitle': '华中区商务经理',\n",
       "      'recruiterId': '6a19161e87cb3fd807f62416a5bca12e',\n",
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       "     'comp': {'compId': 2106003,\n",
       "      'compLogo': '5bfe91bb74719d35745ae35103a.png',\n",
       "      'compName': '法国赛科技术工程集团中国总公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/2106003/',\n",
       "      'compIndustry': '整车制造'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2230672827%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"46da57b8a8e796e7937a45d7910778f0\",\"imUserType\":\"2\",\"jobId\":\"30672827\",\"userId\":\"6a19161e87cb3fd807f62416a5bca12e\",\"jobKind\":\"2\",\"recruiterName\":\"万先生\",\"recruiterPhoto\":\"5d3012d4dde7f0565c19101002u.png\"}'},\n",
       "    {'job': {'labels': ['小程序', 'Three.js'],\n",
       "      'refreshTime': '20230615143709',\n",
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       "      'jobKind': '2',\n",
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       "      'topJob': False,\n",
       "      'dq': '广州-海珠区',\n",
       "      'link': 'https://www.liepin.com/job/1959225759.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=32'},\n",
       "     'recruiter': {'imId': '3bea7c320d614e1af613adff368c4fcc',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '梁先生',\n",
       "      'recruiterTitle': '人事主管',\n",
       "      'recruiterId': 'fecc486271b70653c258cac9790da299',\n",
       "      'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'},\n",
       "     'comp': {'compId': 13568743,\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '62d1f64b22d7c248eb61fd8203u.jpg',\n",
       "      'compName': '广州壳间科技有限公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/13568743/',\n",
       "      'compIndustry': '互联网'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2259225759%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"3bea7c320d614e1af613adff368c4fcc\",\"imUserType\":\"2\",\"jobId\":\"59225759\",\"userId\":\"fecc486271b70653c258cac9790da299\",\"jobKind\":\"2\",\"recruiterName\":\"梁先生\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}'},\n",
       "    {'job': {'labels': ['Web开发',\n",
       "       '前端开发',\n",
       "       'Vue',\n",
       "       'HTML5',\n",
       "       'Bootstrap',\n",
       "       'uni-app',\n",
       "       '商业信息化'],\n",
       "      'refreshTime': '20230602143310',\n",
       "      'jobId': '59042501',\n",
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       "      'dq': '广州-海珠区',\n",
       "      'link': 'https://www.liepin.com/job/1959042501.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=33'},\n",
       "     'recruiter': {'imId': 'db90b36ed379d52a47e38d5130f013eb',\n",
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       "      'recruiterName': '杜先生',\n",
       "      'recruiterTitle': '总经理',\n",
       "      'recruiterId': '06b663c57d90616d36116622edec4d68',\n",
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       "     'comp': {'compId': 13160739,\n",
       "      'compLogo': '6231deefb7bdaf36c22f766b02u.jpg',\n",
       "      'compName': '力仁数科',\n",
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       "      'link': 'https://www.liepin.com/company/13160739/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2259042501%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"db90b36ed379d52a47e38d5130f013eb\",\"imUserType\":\"2\",\"jobId\":\"59042501\",\"userId\":\"06b663c57d90616d36116622edec4d68\",\"jobKind\":\"2\",\"recruiterName\":\"杜先生\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'},\n",
       "    {'job': {'labels': ['前端开发',\n",
       "       'ElementUI',\n",
       "       'uni-app',\n",
       "       '后端开发',\n",
       "       'HTML',\n",
       "       'HTML5'],\n",
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       "      'topJob': False,\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/job/1958280991.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=34'},\n",
       "     'recruiter': {'imId': 'd5450b5c3c82e32b5d79fdba0a3967fa',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '梁女士',\n",
       "      'recruiterTitle': 'HRBP',\n",
       "      'recruiterId': '004aa3658f4570155d0841e5265bbb1f',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'comp': {'compId': 10269839,\n",
       "      'compLogo': '5de4de98cd52473b94ead5d507u.jpg',\n",
       "      'compName': '蚁米控股有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/10269839/',\n",
       "      'compIndustry': '区块链'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2258280991%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"d5450b5c3c82e32b5d79fdba0a3967fa\",\"imUserType\":\"2\",\"jobId\":\"58280991\",\"userId\":\"004aa3658f4570155d0841e5265bbb1f\",\"jobKind\":\"2\",\"recruiterName\":\"梁女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['大牛带队', '技术快速更新迭代'],\n",
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       "      'dq': '广州-海珠区',\n",
       "      'link': 'https://www.liepin.com/job/1946812995.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=35'},\n",
       "     'recruiter': {'imId': '03e8d37d540f7aacac365a663ca833da',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '0042dacfb48178e98761eb2ffb64e351',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compId': 8166526,\n",
       "      'compLogo': '624a9b1378302f2c469582d607u.png',\n",
       "      'compName': '广州乐牛游戏',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/8166526/',\n",
       "      'compIndustry': '游戏'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2246812995%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"03e8d37d540f7aacac365a663ca833da\",\"imUserType\":\"2\",\"jobId\":\"46812995\",\"userId\":\"0042dacfb48178e98761eb2ffb64e351\",\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['Vue', 'Javascript', 'HTML5', 'ElementUI', '移动端'],\n",
       "      'refreshTime': '20220707132349',\n",
       "      'jobId': '49845083',\n",
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       "      'topJob': False,\n",
       "      'dq': '广州-白云区',\n",
       "      'link': 'https://www.liepin.com/job/1949845083.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36'},\n",
       "     'recruiter': {'imId': '7c3d5ad6745c7defc7694c3b554596c0',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '莫女士',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': 'b98588e76037747871dd42ead2f65229',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'comp': {'compId': 9600943,\n",
       "      'compStage': '其他股票市场上市',\n",
       "      'compLogo': '5bfe91e274719d35745aeb5b03a.png',\n",
       "      'compName': '恒赢智航',\n",
       "      'compScale': '5000-10000人',\n",
       "      'link': 'https://www.liepin.com/company/9600943/',\n",
       "      'compIndustry': 'IT服务'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2249845083%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"7c3d5ad6745c7defc7694c3b554596c0\",\"imUserType\":\"2\",\"jobId\":\"49845083\",\"userId\":\"b98588e76037747871dd42ead2f65229\",\"jobKind\":\"2\",\"recruiterName\":\"莫女士\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['前端开发',\n",
       "       'React',\n",
       "       '框架开发',\n",
       "       '框架设计',\n",
       "       'Vue',\n",
       "       '界面开发',\n",
       "       '移动开发',\n",
       "       '后端开发',\n",
       "       'Angular',\n",
       "       'Javascript'],\n",
       "      'refreshTime': '20220916094826',\n",
       "      'jobId': '50976445',\n",
       "      'jobKind': '2',\n",
       "      'title': '前端开发工程师',\n",
       "      'salary': '15-22k',\n",
       "      'topJob': False,\n",
       "      'dq': '广州-天河区',\n",
       "      'link': 'https://www.liepin.com/job/1950976445.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'},\n",
       "     'recruiter': {'imId': 'c593ce918137141380764db4dc5d059d',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '林女士',\n",
       "      'recruiterTitle': '招聘',\n",
       "      'recruiterId': '8eaf31b734b343fe41fea9c658ef77e2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compId': 10218025,\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '610cc8e738183467af915b1108u.png',\n",
       "      'compName': '中电金信',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/10218025/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2250976445%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"c593ce918137141380764db4dc5d059d\",\"imUserType\":\"2\",\"jobId\":\"50976445\",\"userId\":\"8eaf31b734b343fe41fea9c658ef77e2\",\"jobKind\":\"2\",\"recruiterName\":\"林女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['css',\n",
       "       '前端开发',\n",
       "       'css3',\n",
       "       'react',\n",
       "       'jquery',\n",
       "       'html',\n",
       "       'ajax',\n",
       "       'mysql',\n",
       "       'spring',\n",
       "       'redis'],\n",
       "      'refreshTime': '20210914161914',\n",
       "      'jobId': '31030729',\n",
       "      'jobKind': '2',\n",
       "      'title': '前端开发工程师',\n",
       "      'salary': '10-15k',\n",
       "      'topJob': False,\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/job/1931030729.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'},\n",
       "     'recruiter': {'imId': '5584d53cc86cfce0d6a9d1214a39013b',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '祝女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'f209c55d7298a30b463698ff77bd03f7',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compId': 12361883,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '广州淳享信息科技有限公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/12361883/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2231030729%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"5584d53cc86cfce0d6a9d1214a39013b\",\"imUserType\":\"2\",\"jobId\":\"31030729\",\"userId\":\"f209c55d7298a30b463698ff77bd03f7\",\"jobKind\":\"2\",\"recruiterName\":\"祝女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'job': {'labels': ['css',\n",
       "       '前端开发',\n",
       "       'css3',\n",
       "       'react',\n",
       "       'jquery',\n",
       "       'html',\n",
       "       'ajax',\n",
       "       'mysql',\n",
       "       'spring',\n",
       "       'redis'],\n",
       "      'refreshTime': '20210914161914',\n",
       "      'jobId': '31196447',\n",
       "      'jobKind': '2',\n",
       "      'title': '前端开发工程师（五险一金+双休）',\n",
       "      'salary': '8-15k·13薪',\n",
       "      'topJob': False,\n",
       "      'dq': '广州-天河区',\n",
       "      'link': 'https://www.liepin.com/job/1931196447.shtml',\n",
       "      'advViewFlag': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=6h7hsgd5mh8ik9abo2fwa90bwots99fa&fkId=lpool5uz0vch83c04nk5d5bs4t5o90x8&ckId=lpool5uz0vch83c04nk5d5bs4t5o90x8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'},\n",
       "     'recruiter': {'imId': '5584d53cc86cfce0d6a9d1214a39013b',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '祝女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'f209c55d7298a30b463698ff77bd03f7',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compId': 12361883,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '广州淳享信息科技有限公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/12361883/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2231196447%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%226h7hsgd5mh8ik9abo2fwa90bwots99fa%22%2C%22fkId%22%3A%22lpool5uz0vch83c04nk5d5bs4t5o90x8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"5584d53cc86cfce0d6a9d1214a39013b\",\"imUserType\":\"2\",\"jobId\":\"31196447\",\"userId\":\"f209c55d7298a30b463698ff77bd03f7\",\"jobKind\":\"2\",\"recruiterName\":\"祝女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'pagination': {'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'currentPage': 0,\n",
       "   'hasNext': False,\n",
       "   'totalCounts': 802},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': 'lpool5uz0vch83c04nk5d5bs4t5o90x8',\n",
       "   'scene': 'condition',\n",
       "   'skId': '6h7hsgd5mh8ik9abo2fwa90bwots99fa',\n",
       "   'fkId': 'lpool5uz0vch83c04nk5d5bs4t5o90x8'}}}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "response_data = r.json()\n",
    "page = response_data[\"data\"][\"pagination\"][\"totalPage\"]\n",
    "response_data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2ab5b86",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df = []\n",
    "for i in range(page):\n",
    "    payload[\"data\"][\"mainSearchPcConditionForm\"][\"currentPage\"] = i\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "    response_data = r.json()\n",
    "    df = pd.json_normalize(response_data[\"data\"][\"data\"][\"jobCardList\"])\n",
    "    response_df.append(df)\n",
    "\n",
    "df = pd.concat(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "593336d1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e798c2dc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb6f9270",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fe7a3713",
   "metadata": {},
   "outputs": [],
   "source": [
    "from flask import Flask,render_template\n",
    "from jinja2 import Markup, Environment, FileSystemLoader\n",
    "from pyecharts.globals import CurrentConfig\n",
    "\n",
    "# 关于 CurrentConfig，可参考 [基本使用-全局变量]\n",
    "CurrentConfig.GLOBAL_ENV = Environment(loader=FileSystemLoader(\"./templates\"))\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "\n",
    "\n",
    "app = Flask(__name__, static_folder=\"templates\")\n",
    "\n",
    "\n",
    "# def bar_base() -> Bar:\n",
    "#     c = (\n",
    "#         Bar()\n",
    "#         .add_xaxis([\"衬衫\", \"羊毛衫\", \"雪纺衫\", \"裤子\", \"高跟鞋\", \"袜子\"])\n",
    "#         .add_yaxis(\"商家A\", [5, 20, 36, 10, 75, 90])\n",
    "#         .add_yaxis(\"商家B\", [15, 25, 16, 55, 48, 8])\n",
    "#         .set_global_opts(title_opts=opts.TitleOpts(title=\"Bar-基本示例\", subtitle=\"我是副标题\"))\n",
    "#     )\n",
    "#     return c\n",
    "\n",
    "\n",
    "@app.route(\"/\")\n",
    "def index():\n",
    "    # area = requests.from['']\n",
    "    # job = requests.from['']\n",
    "    c = liepin.liepin_dq(\"广州\")\n",
    "    return Markup(c.render_embed())\n",
    "\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    app.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f737a3e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def skillData(job, area, output_time):\n",
    "#     df = pd.read_excel(job + \"_liepin_\" + output_time + \".xlsx\")\n",
    "    df = pd.read_excel()\n",
    "    df_PM_gz = df[\n",
    "        [\n",
    "            \"job.labels\",\n",
    "            \"job.refreshTime\",\n",
    "            \"job.title\",\n",
    "            \"job.salary\",\n",
    "            \"job.dq\",\n",
    "            \"job.topJob\",\n",
    "            \"job.requireWorkYears\",\n",
    "            \"job.requireEduLevel\",\n",
    "            \"comp.compStage\",\n",
    "            \"comp.compName\",\n",
    "            \"comp.compIndustry\",\n",
    "            \"comp.compScale\",\n",
    "        ]\n",
    "    ]\n",
    "    df_PM_gz[\"job.labels\"].apply(lambda x: eval(x)).tolist()\n",
    "    PM_labels_list = [\n",
    "        j for i in df_PM_gz[\"job.labels\"].apply(lambda x: eval(x)).tolist() for j in i\n",
    "    ]\n",
    "    PM_labels_words = [(i, PM_labels_list.count(i)) for i in set(PM_labels_list)]\n",
    "    c = (\n",
    "        WordCloud()\n",
    "        .add(\"\", PM_labels_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "        .set_global_opts(title_opts=opts.TitleOpts(title=job - +area + \"地区-技能/产品 词云图\"))\n",
    "        .render(\"wordcloud_custom_mask_image.html\")\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ea84b1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "skillData('广州')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bcfa8b18",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import json\n",
    "import pandas as pd\n",
    "import time\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "from pyecharts.charts import Bar\n",
    "import numpy as np\n",
    "from pyecharts.charts import Scatter\n",
    "import liepin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b0bc474",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73b3141e",
   "metadata": {},
   "outputs": [],
   "source": [
    "job = '产品经理'\n",
    "area = '广州'\n",
    "output_time = '618_170'\n",
    "df = pd.read_excel(job + \"_liepin_\" + output_time + \".xlsx\")\n",
    "df_PM_gz = df[\n",
    "    [\n",
    "        \"job.labels\",\n",
    "        \"job.refreshTime\",\n",
    "        \"job.title\",\n",
    "        \"job.salary\",\n",
    "        \"job.dq\",\n",
    "        \"job.topJob\",\n",
    "        \"job.requireWorkYears\",\n",
    "        \"job.requireEduLevel\",\n",
    "        \"comp.compStage\",\n",
    "        \"comp.compName\",\n",
    "        \"comp.compIndustry\",\n",
    "        \"comp.compScale\",\n",
    "    ]\n",
    "]\n",
    "df_PM_gz = df_PM_gz.rename(\n",
    "    columns={\n",
    "        \"job.labels\": \"职位标签\",\n",
    "        \"job.refreshTime\": \"职位更新时间\",\n",
    "        \"job.title\": \"职位\",\n",
    "        \"job.salary\": \"薪资\",\n",
    "        \"job.dq\": \"地区\",\n",
    "        \"job.topJob\": \"是否top职位\",\n",
    "        \"job.requireWorkYears\": \"工作年限\",\n",
    "        \"job.requireEduLevel\": \"学历\",\n",
    "        \"comp.compStage\": \"公司融资情况\",\n",
    "        \"comp.compName\": \"公司名称\",\n",
    "        \"comp.compIndustry\": \"行业\",\n",
    "        \"comp.compScale\": \"规模\",\n",
    "    }\n",
    ")\n",
    "非薪资面议 = df_PM_gz[~df_PM_gz[\"薪资\"].str.contains(\"面议|元/天\")]\n",
    "非薪资面议_detail = 非薪资面议[\"薪资\"].apply(lambda x: x.split(\"薪\")[0].split(\"·\")).tolist()\n",
    "平均薪资 = [\n",
    "    (int(i[0].split(\"-\")[0]) + int(i[0].split(\"-\")[1].split(\"k\")[0])) / 2\n",
    "    if len(i) == 1\n",
    "    else round(\n",
    "        (int(i[0].split(\"-\")[0]) + int(i[0].split(\"-\")[1].split(\"k\")[0]))\n",
    "        / 2\n",
    "        * int(i[1])\n",
    "        / 12,\n",
    "        1,\n",
    "    )\n",
    "    for i in 非薪资面议_detail\n",
    "]\n",
    "非薪资面议[\"平均薪资\"] = 平均薪资\n",
    "非薪资面议.drop(非薪资面议[非薪资面议[\"工作年限\"].str.contains(\"-\") == False].index, inplace=True)\n",
    "分地区_平均薪资 = 非薪资面议.groupby(\"地区\").agg({\"平均薪资\": \"median\"})\n",
    "分地区_平均薪资_values = [round(i[0], 1) for i in 分地区_平均薪资.values.tolist()]\n",
    "分地区_平均薪资_index = 分地区_平均薪资.index.tolist()\n",
    "# 柱状图\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis([i.split(\"-\")[1] for i in 分地区_平均薪资_index[1:]])\n",
    "    .add_yaxis(\"地区\", 分地区_平均薪资_values[1:])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=job + \"-\" + area + \"分地区-中位数薪资\"),\n",
    "        brush_opts=opts.BrushOpts(),\n",
    "    )\n",
    "\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93cb0ae7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Scatter\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "\n",
    "df_year_edulevel =  非薪资面议.groupby(['工作年限','学历']).agg({'平均薪资':'mean'})\n",
    "year_list = ['1-3年', '3-5年', '5-10年']\n",
    "edulevel_list = ['大专', '本科', '本科及以上', '统招本科']\n",
    "result_dict = {}\n",
    "for year in year_list:\n",
    "    for edulevel in edulevel_list:\n",
    "        avg_salary = round(df_year_edulevel.loc[(slice(year, year), edulevel), '平均薪资'][0])\n",
    "        result_dict[f'{year}-{edulevel}'] = avg_salary\n",
    "result_list = list(result_dict.values())\n",
    "                   \n",
    "new_list = []\n",
    "for i in range(0, len(result_list), 3):\n",
    "    new_list.append(result_list[i:i+3])\n",
    "df_year_edulevel.values.tolist()\n",
    "arr = np.array(df_year_edulevel)\n",
    "min_val = round(arr.min())\n",
    "max_val = round(arr.max())\n",
    "c = (\n",
    "    Scatter()\n",
    "    .add_xaxis(year_list)\n",
    "    .add_yaxis(\"大专\", new_list[0])\n",
    "    .add_yaxis(\"本科\", new_list[1])\n",
    "    .add_yaxis(\"本科及以上\", new_list[2])\n",
    "    .add_yaxis(\"统招本科\", new_list[3])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Scatter-VisualMap(Size)\"),\n",
    "        visualmap_opts=opts.VisualMapOpts(type_=\"size\", max_=max_val, min_=min_val),\n",
    "    )\n",
    "    .render(\"test.html\")\n",
    ")\n",
    "# c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8876aec4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e1b55619",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
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